DocumentCode :
3209444
Title :
A fast multigrid implicit algorithm for the evolution of geodesic active contours
Author :
Papandreou, George ; Maragos, Petros
Author_Institution :
Sch. of Electr. & Comput. Eng., Nat. Tech. Univ. of Athens, Greece
Volume :
2
fYear :
2004
fDate :
27 June-2 July 2004
Abstract :
Active contour models are among the most popular PDE-based tools in computer vision. In this paper we present a new algorithm for the fast evolution of geodesic active contours and compare it with other established numerical schemes. The new algorithm employs a full time-implicit and unconditionally stable numerical scheme and applies multigrid methods for the efficient solution of the occurring sparse linear system. When we utilize very big time-steps for the numerical evolution of the front, the proposed scheme has increased accuracy and better rotational invariance properties compared with the alternative AOS scheme. This allows for the rapid evolution and convergence of the contour to its final configuration after only very few iterations. Standard pyramidal and/or narrowband techniques can be easily integrated into our algorithm and further accelerate the curve evolution. Experimental results in object boundary detection demonstrate the power of the method.
Keywords :
computer vision; convergence; differential geometry; partial differential equations; computer vision; convergence; geodesic active contours; multigrid implicit algorithm; numerical evolution; partial differential equation based tools; sparse linear system; Active contours; Computer vision; Geophysics computing; Level set; Linear systems; Multigrid methods; Narrowband; Object detection; Solid modeling; Stability;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Vision and Pattern Recognition, 2004. CVPR 2004. Proceedings of the 2004 IEEE Computer Society Conference on
ISSN :
1063-6919
Print_ISBN :
0-7695-2158-4
Type :
conf
DOI :
10.1109/CVPR.2004.1315231
Filename :
1315231
Link To Document :
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